
import time
t0 = time.time()
import pandas as pd
import os
# pd.set_option('display.max_columns', 500)
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sb
import matplotlib.dates as mdates
import plotly.express as px
import plotly.graph_objects as go
import pickle
import re
import warnings
import datetime
warnings.filterwarnings('ignore')
sb.set_style("darkgrid")
%matplotlib inline

import plotly.io as pio
pio.renderers
# pio.renderers.default = "svg"
svg_renderer = pio.renderers["svg"]
svg_renderer.width = 950
svg_renderer.height = 550


# Import the necessaries libraries
import plotly.offline as pyo
# Set notebook mode to work in offline
pyo.init_notebook_mode()
import helpers
from load_language_data import *

# # To Apply helpers updates without resarting the kernel
# import importlib
# importlib.reload(helpers)

# # To keep track of any module updates
# %load_ext autoreload
# %autoreload2

%config InlineBackend.figure_format = 'retina'
time.time() - t0

0.1441049575805664


print(f'{df_threat_others.shape[0]} contributions, made by {df_threat_others.username.nunique()} Users, \
In {df_threat_others.lang.nunique()} Languages')
df_threat_others.head(1)

8809 contributions, made by 6742 Users, In 43 Languages


# threat_sub = {}


# df_threat_others_sub = df_threat_others[df_threat_others.translated.str.contains('|'.join(threat_sub))]


# threat_counts.head(60).reset_index(drop=True)
print('The Red-Colored are "Kill & Death" Keywords')
helpers.barh(threat_counts.head(15), '"Threat Keywords" Counts', threshold=0, c=mycolors1)

The Red-Colored are "Kill & Death" Keywords


helpers.barh(df_threat_others.lang.value_counts().to_frame().reset_index().rename(columns={'index': 'Language', 
                                                                                          'language': 'Count'}).head(15),
             'Threat tweets In Other Languages', threshold=0, c=0)


df_threat_others.translated.isnull().sum()

0


# df_threat_others.translated.fillna('isnan', inplace=True)


print(f'{df_threat_others.shape[0]} contributions, \
made by {df_threat_others.username.nunique()} Users, In {df_threat_others.lang.nunique()} Languages')
df_threat_others.head(1)

8809 contributions, made by 6742 Users, In 43 Languages


threat_daily = df_threat_others.groupby(['year', 'dayofmonth', 'month']).size().reset_index(name='ntweets')

title = 'A Heat Map for the Threat tweets'
helpers.facet_heat(threat_daily, title, n_col=4, vmax=100)


threat_dates = df_threat_others.groupby(['date']).agg({'text':'count'}).reset_index(
).rename(columns={'text':'ntweets'}).sort_values('ntweets', ascending=False)

threat_dates.head(15)


df_threat_others.translated.value_counts().head(10)

Johnny Depp threatened to "burn" and "drown" Amber Heard in the lyrics\n\nJohnny Depp and Amber https://t.co/OjKHrW9k7k\r                                                                                                                                                                          10
"He threatened to kill me several times": Amber Heard's harsh testimony against Johnny Depp https://t.co/V0cyUWPj2l\r                                                                                                                                                                               9
"He threatened to kill me several times": Amber Heard's harsh testimony against Johnny Depp https://t.co/V0cyUX6UqV\r                                                                                                                                                                               9
Jhonny Depp and Amber Heard did not have a fairy tale but a hellish marriage.- #LaSopa\nhttps://t.co/FivChrFOqR\r                                                                                                                                                                                   7
"Let's drown her before we burn her!": The dark messages between Johnny Depp and Amber Heard https://t.co/bA1sVALUTi\r                                                                                                                                                                              6
"Let's drown her before we burn her!": The dark messages between Johnny Depp and Amber Heard https://t.co/bA1sVAujuI\r                                                                                                                                                                              5
Amber Heard really acted like a disgusting person, there are men and women who go through this stuff on a daily basis and she clearly didn't care. this is why johnny depp deserves to win his case against this woman\r                                                                            4
Johnny Depp threatened to "burn" and "drown" Amber Heard in the lyrics\n\nJohnny Depp and Amber https://t.co/m2Zvp45dQE\r                                                                                                                                                                           4
Messages between Johnny Depp and Paul Bettany are released and reveal plans to kill Amber Heard https://t.co/1KqRuZyvau\r                                                                                                                                                                           4
He cut off johnny's finger, burned his cheek with a cigarette, took away his meds, hit him with a door, hit him, kicked him, spit on him, threw things at his head, made fun of him, insulted him, made him feel inferior and falsely accused\nBut the abused was her.\n#JusticeForJohnnyDepp\r     4
Name: translated, dtype: int64


threat_users = df_threat_others.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
                                                                                  'username':'ntweets'})
helpers.barh(threat_users.head(15), 'Top Users tweeted with Threat keywords (In other Languages)', threshold=0, c=0)


df = df_threat_others[df_threat_others.translated.str.contains('kill amber')]\
[['created_at', 'days_diff', 'hours_diff', 'text', 'lang','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
  display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))


df = df_threat_others[df_threat_others.translated.str.contains('not a victim')]\
[['created_at', 'days_diff', 'hours_diff', 'text', 'lang','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
  display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))


df = df_threat_others[df_threat_others.translated.str.contains('deserve')]\
[['created_at', 'days_diff', 'hours_diff', 'text', 'lang','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
  display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))


df = df_threat_others[df_threat_others.translated.str.contains('pay for')]\
[['created_at', 'days_diff', 'hours_diff', 'text', 'lang','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
  display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))


df = df_threat_others[df_threat_others.translated.str.contains('jail|prison')]\
[['created_at', 'days_diff', 'hours_diff', 'text', 'lang','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
  display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))


# df = df_threat_others_sub[['text', 'language','translated', 'username']].head(60)
# with pd.option_context('display.max_colwidth', None):
#   display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))

Keyword	Language	Transelation
muerte	Spanish	Death
死ね	Japanese	Die
muerete	Spanish	Die
morire	Italian	Die
morir	Spanish	To die
muere	Spanish	go dead
matar	Portuguese	to kill
prigione	Italian	prison
prisión	Spanish	Prison
inferno	Italian	Hell
infierno	Spanish	Hell
Ад	Russian	Hell
pagar	Spanish	to pay

	date	ntweets
359	2020-02-02	1103
615	2020-11-06	640
616	2020-11-07	517
611	2020-11-02	322
515	2020-07-20	301
753	2021-03-25	251
360	2020-02-03	219
516	2020-07-21	192
358	2020-02-01	153
617	2020-11-08	122
746	2021-03-18	106
419	2020-04-08	93
118	2018-12-20	79
420	2020-04-09	74
383	2020-02-27	73

	created_at	days_diff	hours_diff	text	lang	translated	username
0	2020-02-26 21:51:15	1252	3	@icantxrven O Johnny deep falou q ia matar a amber heard afogada e depois ia estuprar o cadaver dela	pt	@icantxrven Johnny deep said he was going to kill amber heard by drowning and then he was going to rape her corpse	Gabriele
1	2020-07-09 19:08:00	714	4	se o cara ta na justica: cade as provas se as provas existem: mas os dois foram abusivos!!! o cara falou que ia estuprar e matar a amber heard e os fãs que tem aprox -100 células cerebrais ainda defendem HAIAHAIAHA	pt	if the guy is in court: where is the evidence if the evidence exists: but the two were abusive!!! the guy said he was going to rape and kill amber heard and the fans who have approx -100 brain cells still defend HAIAHAIAHA	anna
2	2020-07-10 00:02:07	216	8	@_bell6663 Pelo que eu vi, ele falou q iria matar a amber heard (mina que, antes disso, agrediu ele), ia afogar, tacar fogo e transar com o corpo morto dela e fazer uns bagulho ai	pt	@_bell6663 From what I saw, he said he was going to kill amber heard (girl who, before that, assaulted him), he was going to drown, set fire and have sex with her dead body and make some mess there	Comediante Scott Full Opressor 😎
3	2020-07-10 01:47:46	2241	2	@_ArthurMouras Tem um vídeo do Ezra meio q batendo numa fã,um bgl desses ,e saiu hj uma conversa do Johnny zoando c o Paul Bethany q ia matar a amber heard e dps transar com o cadáver dela	pt	@_ArthurMouras There's a video of Ezra kind of hitting a fan, a bgl like that, and today there was a conversation of Johnny making fun of Paul Bethany who was going to kill amber heard and then have sex with her corpse	França
4	2020-07-10 04:26:32	133	3	@vitoria_galhard @NacaoMarvell johnny depp contou em julgamento que ele e o paul betany (ator que interpreta o visão) trocaram mensagens cujo o tema era formas de matar a amber heard, atriz que interpreta a mera na warner	pt	@vitoria_galhard @NacaoMarvell johnny depp told in trial that he and paul betany (actor who plays the vision) exchanged messages whose theme was ways to kill amber heard, actress who plays the mere in warner	sra smith
5	2020-07-18 15:41:58	2218	19	@matheusvvianna @FemPatronum ele e o j depp trocaram mensagens de formas de matar a amber heard	pt	@matheusvvianna @FemPatronum he and j depp exchanged messages on ways to kill amber heard	amy do vigor™️
6	2020-09-16 22:10:51	17	5	@booknaty e ameaçou, agrediu e planejou matar a amber heard (esposa dele na época)	pt	@booknaty and threatened, assaulted and planned to kill amber heard (his wife at the time)	duda 🧝🏼‍♀️
7	2020-09-21 11:57:08	1414	22	@hollandUrie1 @hoedamnron a atriz da wanda disse duas palavras ofensivas para os roms e para lésbicas o ator do visão é amigo do Johnny depp e mandou um áudio p ele com ideias pra matar a amber heard	pt	@hollandUrie1 @hoedamnron wanda actress said two offensive words for roms and lesbians the vision actor is a friend of johnny depp and sent him an audio with ideas to kill amber heard	ph
8	2020-09-24 04:39:27	2120	14	@lizss_ tipo o ator q faz o visao da marvel teve umas mensagens vazadas cm o johnny depp q eles iam "matar a amber heard depois fuder o corpo" uns bagulho bem pesado	pt	@lizss_ like the actor who does the vision of marvel had some messages leaked with johnny depp that they were going to "kill amber heard then fuck the body" some pretty heavy stuff	fiwihawk
9	2020-09-24 15:10:18	468	19	paul bettany, juntamente com johnny depp, brincou sobre maneiras diversas de matar amber heard, ao que johnny finalizou dizendo que depois iria estuprá-la para ter certeza de que estava morta.	pt	paul bettany, along with johnny depp, joked about different ways to kill amber heard, to which johnny ended by saying that he would later rape her to make sure she was dead.	liz 🌕
10	2020-12-05 19:02:57	1392	22	@Sr_vasconceloss várias conversas dele com o depp foram expostas no julgamento contra o the sun e nelas ele falava em como matar a amber heard dando sugestões pro depp, é bem doentio	pt	@Sr_vasconceloss several of his conversations with depp were exposed in the trial against the sun and in them he talked about how to kill amber heard giving suggestions to depp, it's pretty sick	duda maria
11	2020-12-11 01:19:10	2816	22	lembra quando o Paul Bettany disse que ia matar a amber heard e estuprar o cadáver e absolutamente nada aconteceu com ele vai aí lançar a bomba wanda vision como se nada tivesse acontecido é muito fácil ser homem	pt	remember when Paul Bettany said he was going to kill amber heard and rape the corpse and absolutely nothing happened to him go there and drop the wanda vision bomb as if nothing had happened it's very easy to be a man	kass 🎓
12	2021-01-04 22:08:40	777	5	@hepbvns básicamente enviarse mensajes con johnny depp diciendo que quería matar a amber heard y luego encubrirlo	es	@hepbvns basically texting johnny depp saying he wanted to kill amber heard then cover it up	Vic
13	2021-01-15 15:02:30	4060	20	ja q vai ter um monte de tweetzinho de adolescente fa da marvel falando do paul bettany acho bom lembrar que ele disse que mataria a amber heard afogada e dps concordou com o depp quando o mesmo disse que queimaria a amber igual uma bruxa e depois estupraria o cadaver dela	pt	since there are going to be a lot of marvel fan teen tweets talking about paul bettany I think it's good to remember that he said he would kill amber heard drowned and dps agreed with depp when he said he would burn amber like a witch and then rape him her corpse	ana 🎈
14	2021-01-18 00:48:23	2231	3	@carstaIrsle tem uns prints dele conversando com depp sobre formas de matar a amber heard e transar com o cadaver dps	pt	@carstaIrsle has some screenshots of him talking to depp about ways to kill amber heard and have sex with cadaver dps	duda
15	2021-01-25 18:15:22	2836	19	@Lorelay_Fox a atriz que faz a wanda foi lesbofobica e o ator de faz o visão compactuou com o johnny depp e disse que iria matar a amber heard e estuprar o cadáver dela pra ter certeza de ela tava morta sera que vale a pena fazer tudo isso pra assistir essa série?	pt	@Lorelay_Fox the actress who plays wanda was lesbophobic and the actor who plays vision agreed with johnny depp and said he would kill amber heard and rape her corpse to make sure she was dead Is it worth doing all that to watch this series?	paula
16	2021-01-27 14:06:50	4135	21	ninguém lembra q o paul bettany falou q o johnny depp tinha q matar a amber heard afogada e depois concordou quando o depp falou q ia f*der o cadáver dela né rssss	pt	nobody remembers that paul bettany said that johnny depp had to kill amber heard drowned and then agreed when depp said he was going to fuck her corpse right rssss	isa ta exausta
17	2021-02-14 18:36:57	4174	0	e o vision q fez complo de matar a amber heard com o jonny depp q se foda	pt	and vision who made a plot to kill amber heard with jonny depp fuck	Kyoto
18	2021-03-07 15:47:08	2918	17	@darthwindow @sbyersx vazou um áudio dele com o johnny depp ameaçando a matar a amber heard e depois violar o cadáver dela	pt	@darthwindow @sbyersx leaked audio of him with johnny depp threatening to kill amber heard and then rape her corpse	saturno
19	2021-03-11 14:33:39	651	17	@wiskasmoon o pul bettany (visão) é amicíssimo do johnny depp e tem umas conversas horríveis deles dois falando que o johnmy devia matar a amber heard e estuprar e depois queimar o cadáver a elizabeth fica justificando o white washing da wanda e segue usando a palavra gpsy (que é uma+	pt	@wiskasmoon pul bettany (vision) is very friendly with johnny depp and has some horrible conversations between the two of them saying that johnmy should kill amber heard and rape and then burn the corpse elizabeth keeps justifying wanda's white washing and continues using the word gpsy (which is a+	ross ✪ TFATWS spoilers
20	2021-04-01 03:46:54	396	5	@Homendoamanha ele e o paul bettany (visão do mcu), falando em um áudio vazado sobre formas de matar a amber heard, e fizeram comentários sobre matar ela e f0der o corpo dela pra garantir que tava morta	pt	@Homendoamanha he and paul bettany (mcu view), talking in a leaked audio about ways to kill amber heard, and made comments about killing her and fucking her body to make sure she was dead	pue

	created_at	days_diff	hours_diff	text	lang	translated	username
0	2020-02-02 23:12:58	3770	10	2. Un abusador no cambia. No, Amber Heard no es una víctima... Hay muchos Johnny allá afuera, cuyo caso no conocemos. Ellos también merecen un sistema que brinde verdadera justicia. TODAS las víctimas, sin distinción de género, merecen justicia.	es	2. An abuser does not change. No, Amber Heard is not a victim... There are a lot of Johnny's out there whose case we don't know about. They too deserve a system that provides true justice. ALL victims, regardless of gender, deserve justice.	Elia Moreno
1	2020-09-11 05:51:49	1407	10	Das ist genau das, was ein Opfer häuslicher Gewalt will? Neben dem Gewalttäter leben? Amber Heard war und ist kein Opfer, aber Johnny Depp.	de	Is that exactly what a victim of domestic violence wants? Live next to the violent criminal? Amber Heard was not and is not a victim, but Johnny Depp was.	Murmeltier🍩🍩❤💙❤
2	2020-11-07 15:19:57	2253	13	#JusticeForJohnnyDepp YA!!! Amber Heard no es ninguna víctima, es una maltratadora comprobada y su lugar no está en los rodajes, sino en la cárcel, por hija de puta 😡.	es	#JusticeForJohnnyDepp NOW!!! Amber Heard is not a victim, she is a proven abuser and her place is not on the set, but in jail, for being a motherfucker 😡.	iru 🐍

	created_at	days_diff	hours_diff	text	lang	translated	username
0	2018-01-08 19:36:50	18	18	amber heard merece ser protegida de johnny depp e essas fãs nojentas dele	pt	amber heard deserves to be protected from johnny depp and his disgusting fans	en
1	2018-03-06 16:38:15	1676	4	Amber Heard, Margot Robbie, Gal Gadot i inne, doceniajmy je, zasługują	pl	Amber Heard, Margot Robbie, Gal Gadot and others, let us appreciate them, deserve them	Ismi pije whisky 🤎 I 46 days
2	2018-06-07 11:07:56	3330	22	Also wenn jemand die Bezeichnung #Golddigger verdient, dann ist es Amber Heard.	de	So if anyone deserves the #Golddigger label, it's Amber Heard.	Gerlinde 🔴🔴🔴
3	2018-06-14 19:01:50	2682	17	Amber Heard merece não só o mar como todo o oceano mesmo https://t.co/J1TvJYw2Ni	pt	Amber Heard deserves not only the sea but the entire ocean https://t.co/J1TvJYw2Ni	o rosas
4	2018-06-16 11:05:07	83	10	ancora sto aspettando la foto ezra miller x amber heard che mi merito https://t.co/Xoms4vyuWz	it	still i'm waiting for the pic ezra miller x amber heard i deserve https://t.co/Xoms4vyuWz	t
5	2018-06-19 14:11:12	2661	20	Amber Heard bu dünyada mutlu olmayı hak eden nadir insanlardan...	tr	Amber Heard is one of the rare people in this world who deserves to be happy...	LILITH
6	2018-07-04 00:18:46	381	23	amber heard é um anjo precioso que não merece ódio nenhum é isto	pt	amber heard is a precious angel who deserves no hate this is it	lucille sharpe
7	2018-07-20 00:00:55	3216	0	amber heard merece más reconocimiento man	es	amber heard deserves more recognition man	🪐
8	2018-08-01 10:09:09	1397	9	#IBelieveHim Johnny Depp rei sensato! Silêncio, exílio, astúcia e esse é o momento da verdade aparecer! Amber Heard vai ter o q merece, esse momento é nosso! Golpista chegou sua hora https://t.co/dcsckJUr6K	pt	#IBelieveHim Johnny Depp king wise! Silence, exile, cunning and this is the moment of truth to appear! Amber Heard will get what she deserves, this moment is ours! Scammers your time has come https://t.co/dcsckJUr6K	Angell Mari💎
9	2018-08-12 08:23:16	665	13	@Decalcoxrity @malfxygirl Es que en este caso, Amber Heard no merecía la razón por ser mujer. Porque ella ya había maltratado a una expareja. Porque ella es una trumpista, por lo cual una racista y xenófoba. Y porque ella misma sabe que solo la defienden porque es feminista, no porque sea la víctima.	es	@Decalcoxrity @malfxygirl It is that in this case, Amber Heard did not deserve the reason for being a woman. Because she had already mistreated an ex-partner. Because she is a trumpist, therefore a racist and xenophobe. And because she herself knows that they only defend her because she is a feminist, not because she is her victim.	Su mejor herramienta 🌒🎲🌑📜
10	2018-08-30 12:52:06	3042	22	O vídeo que a @carolmoreira3 fez sobre o caso do Johnny Depp e a Amber Heard ficou muito massa. Um trabalho que merece elogios mesmo. Eu não conhecia muito a história e o vídeo ajudou a ter mais noção. Em briga de marido e mulher tem que meter a colher sim!!!	pt	The video @carolmoreira3 made about Johnny Depp and Amber Heard was really cool. A work that deserves praise indeed. I didn't know much about the story and the video helped to get a better idea. In a husband and wife fight, you have to put the spoon yes!!!	Sílvio Ramos Filho
11	2018-09-25 15:35:47	3436	17	@paginasalvuelo Mejor, que le paguen un 50% a Amber Heard, un 40 % a asociaciones contra la violencia machista y un 9% a alguna asociación literaria. Y que se quede con el 1%, que es más de lo que merece.	es	@paginasalvuelo Better, that they pay 50% to Amber Heard, 40% to associations against sexist violence and 9% to some literary association. And let him keep 1%, which is more than he deserves.	Khardan Wiggin
12	2018-09-28 19:09:17	3034	9	Tengo sentimientos contradictorios con Aquaman... Por un lado no quiero verla por Amber Heard... Pero por otro tengo mucho hype y Jason Momoa no se merece ese odio... https://t.co/F1JxkoHAgo	es	I have mixed feelings about Aquaman... On the one hand I don't want to see her because of Amber Heard... But on the other hand I have a lot of hype and Jason Momoa doesn't deserve that hate... https://t.co/F1JxkoHAgo	Beck Barnes-Stan ✪🎬
13	2018-11-07 21:22:49	1811	16	@Arrowverso Yo solo se que es muy infravalorada y merece el mismo reconocimiento que le dan a Amber Heard y a Gal Gadot.	es	@Arrowverso I just know she's so underrated and deserves the same recognition that Amber Heard and Gal Gadot get.	Diego Iván Vera #RestoreTheSnyderVerse
14	2018-11-14 17:16:44	926	0	@astridprce @alissaaan Amber Heard mentiu, ela mancha a imagem das mulheres que sofrem todos os dias, das mulheres que realmente sofrem um inferno dentro de casa, essas sim precisam de ajuda e o marido/namorado delas merecem ir para cadeia, vcs deveriam ir atrás deles não de um cara inocente.	pt	@astridprce @alissaaan Amber Heard lied, she tarnishes the image of women who suffer every day, of women who really suffer hell at home, these do need help and their husband/boyfriend deserves to go to jail, you should go behind them not from an innocent guy.	nana naninha;
15	2018-11-19 17:45:20	1622	0	@kccnostalgic Amber Heard não merece o futuro flop, pelo menos Warner vai negar e garantir sequência	pt	@kccnostalgic Amber Heard doesn't deserve the future flop, at least Warner will deny and guarantee a straight	lua
16	2018-12-02 02:10:59	29	5	Amber Heard no se merece el odio que le dan, ella ve por los derechos de la mujer y a pesar de eso, solo a pesar de eso (SIN INCLUIR NADA MÁS) muchas chicas que se dicen feministas, la odian. Congruencia, gente.	es	Amber Heard doesn't deserve the hate they give her, she stands up for women's rights and despite that, just despite that (WITHOUT INCLUDING ANYTHING ELSE) many girls who call themselves feminists hate her. Consistency, people.	Diana Nicole💛✨🌿
17	2018-12-08 01:17:20	189	21	aquaman merece ser enaltecido jason momoa merece ser enaltecido amber heard merece ser enaltecida nicole kidman e patrick wilson merecem ser enaltecidos james wan merece ser enaltecido a dc merece ser enaltecida e vc pode fazer isso sem comparar com universos diferentes	pt	aquaman deserves to be praised jason momoa deserves to be praised amber heard deserves to be praised nicole kidman and patrick wilson deserve to be praised james wan deserves to be praised dc deserves to be praised and you can do this without comparing with different universes	maju (taylor’s version)
18	2018-12-10 19:50:35	2738	7	Amber Heard in der @ProSieben Werbung. Muss ich denn wirklich eine Frau sehen, die mehrere Menschen misshandelt hat? Stellt da doch nur Jason hin, um Amber kümmert sich eh keiner. Sie verdient keine Aufmerksamkeit.	de	Amber Heard in the @ProSieben commercial. Do I really have to see a woman who abused several people? Just put Jason there, nobody cares about Amber anyway. She doesn't deserve any attention.	Cindy
19	2018-12-13 01:07:53	3120	7	Vale ressaltar que James Wan (diretor) é um gênio e merece o sucesso pelo filme, e as atrizes Amber Heard e Nicole Kidman estão incrível e roubam totalmente a cena!	pt	It is worth mentioning that James Wan (director) is a genius and deserves success for the film, and actresses Amber Heard and Nicole Kidman are amazing and totally steal the show!	Vitu
20	2018-12-13 13:48:46	738	22	@bchartsbc pqp emissora lixo e o programa mais ainda amber heard nao merece isso pqp https://t.co/Y3kbVC3N6V	pt	@bchartsbc pqp broadcaster garbage and the program even more amber heard doesn't deserve this because https://t.co/Y3kbVC3N6V	Laura: 📖 Darkdawn
21	2018-12-13 15:52:43	1006	18	o cara tem a oportunidade de entrevistar a fucking amber heard pelo papel em aquaman mas prefere ficar falando do cabelo dela merecia eh mais kkkkkkkkkkk	pt	the guy has the opportunity to interview fucking amber heard for the role in aquaman but prefers to talk about her hair deserved more lol	duda
22	2018-12-13 17:35:21	1388	19	@bchartsbc caralho, como vcs são escrotos, ele deu RT em um comentário de UMA MENINA falando q "ela quase q merecia" e vcs fazem um post falando "Léo Lins do The Noite diz que Amber Heard mereceu apanhar do Gore Depp" kkkkk e ainda chamam os outros de lixo, falta moral e caráter ai pra vcs	pt	@bchartsbc damn, how are you scrotums, he RT a comment from A GIRL saying that "she almost deserved it" and you make a post saying "Léo Lins from The Noite says that Amber Heard deserved to be beaten by Gore Depp" Lol and they still call others trash, lack of morals and character there for you	M ★彡
23	2018-12-14 02:45:40	2835	12	você tem todo o direito de criticar a amber heard mas quando você chama ela de mentira ou oportunista pra fazer essa crítica você só merece tomar muito no cu mesmo	pt	you have every right to criticize amber heard but when you call her a lie or an opportunist to make this criticism you just deserve to take a lot in the ass	amandlaaa
24	2018-12-14 05:48:09	1004	13	@LeoLins @MsAllSunday_ Faz besteira, quando leva a patada merecida, faz mais ainda. Teve a chance de entrevistar a própria Amber Heard e consegue arruinar tudo e ainda achar que tá certo. Vai catar coquinho vai. Até que ponto chegou pra dizer que a violência doméstica que ela sofreu pode ser justificad	pt	@LeoLins @MsAllSunday_ It sucks, when it gets the kick it deserves, it does even more. Had the chance to interview Amber Heard herself and manages to ruin everything and still think it's right. Go pick up coconut. How far did you go to say that the domestic violence she suffered can be justified?	nan
25	2018-12-14 06:15:30	2654	7	#Aquaman Es la película que todo fanático del DC UNIVERSE se merecía. Debo aplaudir el carisma de Jason Momoa y Amber Heard, un duo muy compatible. El aporte de Dafoe, Kidman y Lundgren fueron sustanciales. Patrick Wilson de la mano de Wan hace mágicas cosas. https://t.co/oUa8IqLO5c	es	#Aquaman It's the movie every DC UNIVERSE fan deserved. I must applaud the charisma of Jason Momoa and Amber Heard, a very compatible duo. The input from Dafoe, Kidman, and Lundgren was substantial. Patrick Wilson, hand in hand with Wan, does magical things. https://t.co/oUa8IqLO5c	Luis Tamani
26	2018-12-14 15:10:49	1004	22	@tcheigor @LeoLins @MsAllSunday_ Agora, eu não fico falando sobre isso na internet porque quem realmente tem o que falar disso é a própria Amber Heard e Johnny Depp, diferentemente desse bobão que leva patada merecida e brinca com uma situação de violência doméstica no Twt pq ficou chateadinho.	pt	@tcheigor @LeoLins @MsAllSunday_ Now, I don't keep talking about it on the internet because Amber Heard and Johnny Depp really have to talk about it, unlike this goof who gets a well-deserved kick and jokes about a domestic violence situation on Twt because he was upset.	nan
27	2018-12-15 12:28:04	2517	17	OKAY NAMAN YUNG #Aquaman AH??? Kahit DC, kahit mahaba. Perfect parin naman skin ni Nicole Kidman at Amber Heard so anong inaano natin? 😂 Plus, Jason deserves it. Waaaah! 😍💪👏	tl	OKAY NAMAN YUNG #Aquaman AH ??? Even DC, even long. Nicole Kidman and Amber Heard's skin is still perfect so what are we worried about? 😂 Plus, Jason deserves it. Waaaah! 😍💪👏	Den Castillo
28	2018-12-15 18:12:16	142	6	Just go see it guys. Kalau misal sdg ingin cr tontonan fun bkn cerita filosofis yg butuh mikir berat berat.. then film ini pas. Score 8 itu well deserved! *Sehabis keluar bioskop sj mata malah makin segar (tapi ini keknya thx to the gorgeous Jason Mamoa & Amber Heard sih 😆 lol)	in	Just go see it guys. For example, if you want to watch a fun show, not a philosophical story that requires heavy thinking... then this film is perfect. Score 8 is well deserved! *After leaving the cinema, my eyes are even fresher (but this looks like thx to the gorgeous Jason Mamoa & Amber Heard anyway lol)	Shalihah- Putri Radhiati👸
29	2018-12-16 15:35:26	1422	16	leo lins faz entrevista com a amber heard, faz pergunta ridicula recebe resposta na altura e depois vem chorar dizendo que ela mereceu o tapa que tomou do johnny deep ja era de se esperar de um lixo como ele	pt	leo lins does an interview with amber heard, asks a ridiculous question, gets an answer at the time and then comes crying saying that she deserved the slap she got from johnny deep It was to be expected from a piece of trash like him	l a l i ‎✵
30	2018-12-18 15:31:57	1393	17	@LeoLins @QuebrandoOTabu vei esse pessoal é muito desonesto, da não. pior q ele só o outro grupo lá q falou "Léo Lins do The Noite diz que Amber Heard mereceu apanhar do Johnny Depp." lul a necessidade do pessoal pelo caça clique cada vez maior	pt	@LeoLins @QuebrandoOTabu vei these people are very dishonest, da no. worse than him, only the other group there that said "Léo Lins from The Noite says that Amber Heard deserved to be beaten by Johnny Depp." lol staff's need for the ever-increasing clickbait	M ★彡
31	2018-12-20 17:01:22	2040	18	No le estamos dando a Amber Heard el valor que se merece	es	We're not giving Amber Heard the value she deserves	Ayrton Luna
32	2018-12-20 18:46:34	3420	19	Pros: - Lograron bastante bien el efecto de estar bajo el agua. - Atlantis hace parecer visualmente pendeja a Asgard. - Ocean Master está cool (puntos extra porque parece Caballero Dorado/Plata en partes). - Amber Heard es un regalo de los dioses que no merecemos.	es	Pros: - They managed quite well the effect of being under water. - Atlantis makes Asgard look visually stupid. -Ocean Master is cool (extra points because he looks like Gold/Silver Knight in parts). - Amber Heard is a gift from the gods that we do not deserve.	Burdick
33	2018-12-20 22:21:44	551	21	enfim, amber heard é um anjo que merece todo amor do mundo	pt	anyway, amber heard is an angel who deserves all the love in the world	lucille sharpe
34	2018-12-28 06:32:05	2775	7	amber heard maravilhosa como mera a cena na adega!!!!! merece o mundo sério fico mto feliz de ver ela num estúdio forte e com emprego garantido até 2024 pelo menos fada da atuação quem discordar q enfie um pote de vidro no chu	pt	amber heard wonderful as mere the scene in the cellar!!!!! she deserves the world seriously I'm very happy to see her in a strong studio and with a job guaranteed until 2024 at least acting fairy whoever disagrees, put a glass jar in the chu	kugisaki nobara
35	2018-12-30 05:41:36	2929	9	Amber Heard merece sim o sucesso que Aquaman ta tendo, pois desde sua denúncia, é o primeiro filme que ela tem chance de co protagonizar, e todo mundo sabe que ela perdeu muita coisa depois de denunciar :(. Mas que Momoa é um escroto, ele é.	pt	Amber Heard does deserve the success that Aquaman is having, because since her denunciation, it's the first film she has a chance to co-star in, and everyone knows she lost a lot after denouncing :(. But that Momoa is an asshole, he is.	Marcello Oliveira
36	2019-01-02 16:31:20	528	14	#Aquaman es la película que DC qué, quizá, no merecemos, pero si la que necesitábamos. Acción increíble, efectos tan hermosos como Amber Heard, un soundtrack aceptable y una adaptación de comic bastante buena. Lo único malo, es la versión de África que hizo Pitbull. https://t.co/zHCzkK1q2G	es	#Aquaman is the movie that DC which, perhaps, we don't deserve, but the one we needed. Incredible action, effects as beautiful as Amber Heard, an acceptable soundtrack and a pretty good comic adaptation. The only bad thing is Pitbull's version of Africa. https://t.co/zHCzkK1q2G	Cheems
37	2019-01-02 17:41:58	3200	23	@Palau_Rogers Por es un nefasto, lo detesto. Encima la cagaba a palos a Amber Heard, se merece el linchamiento.	es	@Palau_Rogers For he is a nefarious, I hate him. On top of that, he beat the crap out of Amber Heard, she deserves to be lynched.	Just Another Casti
38	2019-01-03 15:24:22	528	23	@camilawondcr Sim. E quem merece sobressair, vai ascender. Amber Heard sofreu nas mãos do Deep e dos fãs dele, mas ela voltou ainda melhor, pelo papel de Mera, o apoio dos fãs de HQs e do Jason Momoa.	pt	@camilawondcr Yes. And whoever deserves to stand out, will ascend. Amber Heard suffered at the hands of Deep and his fans, but she came back even better, for the role of Mera, the support of comic book fans and Jason Momoa.	Яамои #HenryCavillSuperman
39	2019-01-05 17:55:57	3237	14	Me alegra que Aquaman esté rompiendo en taquilla porque 1) James Wan se lo merece 2) Amber Heard se lo merece 3) la película es una opera acuática que no se toma en serio tHANK GOD 4) zack snyder was right to cast jason momoa and is showing 5) MÁS PROYECTOS DIRIGIDOS POR POC	es	I'm glad Aquaman is smashing at the box office because 1) James Wan deserves it 2) Amber Heard deserves it 3) the film is a water opera that does not take tHANK GOD seriously 4) zack snyder was right to cast jason momoa and is showing 5) MORE PROJECTS LED BY POC	Lady Romcom✨
40	2019-01-07 02:58:48	2630	19	#GoldenGlobes #Goldenglobes2019 Darren Criss , Amber Heard et Taron Egerton : j'aime beaucoup ce trio, ils mériteraient un petit projet ensemble ! Ca serai inattendu :p	fr	#GoldenGlobes #Goldenglobes2019 Darren Criss, Amber Heard and Taron Egerton: I really like this trio, they deserve a little project together! It will be unexpected :p	Epsylon_M_A_
41	2019-01-07 03:54:39	2011	22	Amber Heard es toda una mujer. Deberían admirarla a ella, a mujeres ejemplares como ellas. Muchas Kardashian obtienen demasiada atención que no merecen por hacer tv basura y ser el peor ejemplo del mundo. Cuestionen bien a quién admiran y porqué lo hacen.	es	Amber Heard is quite a woman. They should admire her, exemplary women like them. Many Kardashians get too much attention they don't deserve for making trashy TV and being the world's worst role model. Question well who you admire and why you do so.	Margaret Pelekai
42	2019-01-07 20:24:53	2001	23	Amber heard in #MoniqueLhuillier . إطلالة سيئة و بجدارة بإستثناء الميك اب كان حلو ، أعتقد أن اللوك مستوحى من الثمانينات أو التسعينات https://t.co/8vVXh5WCLB	ar	Amber heard in #MoniqueLhuillier . Bad look and deservedly, except for the makeup was sweet, I think the look is inspired by the eighties or nineties https://t.co/8vVXh5WCLB	وجدان فاشن
43	2019-01-07 20:50:39	1797	1	Descobri altos podre da amber heard que me fazem parar de defender ela mas nossa Tem fã do depp que usa isso pra legitimar a violência sofrida contra ela?! Ela merece a punição adequada por rascismo, agredir a ex e etc, não apanhar do marido.	pt	I found out loud amber heard that make me stop defending her but wow Do you have a fan of the depp who uses this to legitimize the violence suffered against her?! She deserves the proper punishment for rascism, hitting her ex and etc, not getting beat up by her husband.	baitola
44	2019-01-09 01:22:17	1931	12	atores que já fizeram bosta uma vez na vida do mundo dos heróis: marvel: chris pratt, dave bautista, james gunn, vin diesel e sebastian stan. dc: amber heard e jason momoa não estou dizendo que todos merecem ser apedrejados, só apontando os fatos. se souber de mais, manda	pt	actors who have screwed up once in their lives in the world of heroes: marvel: chris pratt, dave bautista, james gunn, vin diesel and sebastian stan. dc: amber heard and jason momoa I'm not saying everyone deserves to be stoned, just pointing out the facts. if you know more, send	𝐦𝐚𝐧𝐝𝐲 ᗢ \| ✊🏽✊🏾✊🏿
45	2019-01-14 18:01:21	1263	16	Se merece también los de actor de acción, mejor guión, mejores efectos especiales, mejor director y mejor fotografía. Amber Heard y su Mera son el motor que hace que Aquaman funcione:	es	He also deserves the ones for action actor, best screenplay, best special effects, best director and best photography. Amber Heard and her Mere are the engine that makes Aquaman work:	Despacho Dr. Venkman
46	2019-01-17 16:30:24	1354	1	Amber Heard es la guerrera que el mundo merece 👏🏼 #Aquaman	es	Amber Heard is the warrior the world deserves 👏🏼 #Aquaman	TD Más Originales
47	2019-01-17 21:42:12	2764	4	No te merecemos Amber Heard😍😍 Te amoooo💕	es	We don't deserve you Amber Heard 😍😍 I love you 💕	Guss ᱬ
48	2019-01-23 01:38:24	1572	1	@HugoGloss Nunca acreditei nessa Amber Heard, que só soube pegar carona no sucesso do Johnny, mulheres escrotas assim existem, e acabam com uma causa tão importante q é a violência contra a mulher, ela merece ser presa por calúnia e difamação! #johnnydeppisinnocent	pt	@HugoGloss I never believed this Amber Heard, who only knew how to ride on Johnny's success, asshole women like that exist, and they end up with such an important cause that is violence against women, she deserves to be arrested for slander and defamation! #johnnydeppisinnocent	Angell Mari💎
49	2019-01-24 00:32:49	2686	6	Bateu naquele anjo q é Amber Heard vulgo Mera, não merece essa "idolatria" n, seu boxta	pt	He hit that angel who is Amber Heard aka Mera, he doesn't deserve this "idolatry" n, you boxta	Estoy Holanizado
50	2019-01-31 15:49:18	89	19	Amber Heard es un angelito del cielo, se merece todo lo mejor 💛	es	Amber Heard is a little angel from heaven, she deserves all the best 💛	Diana Nicole💛✨🌿
51	2019-02-05 02:48:37	2472	4	Acabo de ver Aquaman... 1.- ¿Qué hicimos para merecer a Amber Heard? 2.- El hermano de Aquaman parece más Aquaman que Aquaman.	es	I just saw Aquaman... 1.- What did we do to deserve Amber Heard? 2.- Aquaman's brother seems more Aquaman than Aquaman.	Armanditto
52	2019-02-07 22:07:45	27	9	@pilar_axel_depp Si pobre sufrio tanto con esa perra de amber heard que no se merece que otra le tome el pelo otra vez ojala sea un rumor y no verdad es que se ve tan bien solo no es que sea mala si no que no quiero que sufra	es	@pilar_axel_depp If the poor thing suffered so much with that amber heard bitch that she doesn't deserve to be teased again by someone else, hopefully it's a rumor and it's not true that she looks so good, it's just not that she's bad but that I don't want her to suffer	Carolina Garcia
53	2019-02-23 12:39:03	117	3	mümkünse bir sonraki hayatımda vanessa hudgens, amber heard ya da scarlett johansson olmak istiyorum çünkü bu dünyada bu çirkinliğimle yaşayarak bunu hak ettim bence artık ödüllendirilmeliyim	tr	if possible i want to be vanessa hudgens, amber heard or scarlett johansson in my next life because i deserve it by living my ugliness in this world i think i should be rewarded now	ece 🦌 will graham supremacy
54	2019-03-02 01:30:06	2265	3	Cualquiera que sea hallado perjuro y difamador, por la gravedad del daño moral que cause a quien acuse y a las verdaderas víctimas, merece ser castigado con todo el peso de la ley, así se llame Amber Heard.	es	Anyone who is found perjured and defamatory, due to the seriousness of the moral damage caused to the person who accuses and to the true victims, deserves to be punished with the full weight of the law, regardless of how Amber Heard is called.	Lord Alucard
55	2019-03-02 09:32:42	3020	21	Se è vero quello che dice Johnny Depp, se è vero che ha le prove, di sicuro Amber Heard merita di pagarla perchè un comportamento simile non può passare impunito.	it	If what Johnny Depp says is true, if it is true that she has proof, surely Amber Heard deserves to pay her because such behavior cannot go unpunished.	Anita 🎐
56	2019-03-02 10:45:43	116	20	Johnny Depp merita tutto l'amore del mondo. Amber Heard, invece, una bella casa di cura.	it	Johnny Depp deserves all the love in the world. Amber Heard, on the other hand, a beautiful nursing home.	ᴡɪɴᴛᴇʀ ꜱᴏʟᴅɪᴇʀ
57	2019-03-02 11:03:27	12	0	Con tutta la questione Johnny Depp / Amber Heard ormai quasi conclusa direi che al momento Depp meriti solo tanto affetto 💞🌸💖💗	it	With the whole Johnny Depp / Amber Heard affair almost over, I would say that at the moment Depp only deserves a lot of affection 💞🌸💖💗	Daily ChitChat
58	2019-03-02 12:23:02	512	0	Amber Heard VERGOGNATI!!!!!!!! Mi fa venir da vomitare solo pronunciare o scrivere il tuo nome!!!!!! L'unica parola che ti meriti e che ti descriva in pieno è:Disprezzo!!!!! Johnny merita di essere amato incondizionatamente, perché è UNICO!!!! TI AMIAMO JOHNNY. Sei tutti noi!!❤	it	Amber Heard SHAME !!!!!!!! Makes me want to throw up just saying or writing your name !!!!!! The only word you deserve and that fully describes you is: Contempt !!!!! Johnny deserves to be loved unconditionally, because he is UNIQUE !!!! WE LOVE YOU JOHNNY. You are all of us !! ❤	Heart_Depp❤❤❤❤❤❤❤❤
59	2019-03-02 15:31:29	2769	20	Amber Heard ha un ruolo prominente in Aquaman, e dopo lo schifo che è venuto fuori su che razza di persona sia veramente, lei sì che merita di essere rovinata, e le va tolto il lavoro. Depp era innocente e lo avete distrutto, vediamo ora se ci sono i paladini della giustizia 🤷🏻‍♀️	it	Amber Heard has a prominent role in Aquaman, and after the crap that comes out about what kind of person she really is, she deserves to be ruined, and her job has to be taken off. Depp was innocent and you destroyed him, let's see now if there are the champions of justice 🤷🏻‍♀️	Giada Federica \| 🐺

Table of Contents¶

Introduction¶

Exploratory Data Analysis¶

Threat tweets In Other Languages¶

A Heat Map for the Threat tweets In Other Languages¶

Threat tweets Peak Dates (Other Languages)¶

Most Repeated Threat tweets¶

Top Users tweeted with Threat keywords (In other Languages)¶

Kill Amber¶

Not a Victim¶

Deserve¶

Pay For¶

Jail | Prison¶

Conclusions¶

END OF NOTEBOOK ¶

	created_at	days_diff	hours_diff	text	lang	translated	username
0	2018-08-08 14:12:52	2210	16	Johnny Depp -maltrataba a amber heard -y esta probado -pero sigue encontrando trabajo -sigue teniendo fans -y no esta en la carcel -de verdad no apoyeis mas a este señoro	es	Johnny Depp -mistreated amber heard -and it's proven -but still find work - still have fans -and he is not in jail - really do not support this gentleman anymore	sandra༄
1	2018-08-16 19:21:32	1698	0	Cara delevingne Amber heard et Ashley Benson dans le mm film fin fo absolument pas kjaille le voir au ciné paske jv très clairement avoir un orgasme devant l'écran	fr	Cara delevingne Amber heard and Ashley Benson in the mm fin film fo absolutely not kjaille see it at the cinema paske jv very clearly have an orgasm in front of the screen	Judith
2	2018-08-30 22:21:04	2627	19	Condenado a prisión el ‘hacker’ que filtró las fotos de Jennifer Lawrence: El hacker ya habia obtenido fotografias e informacion personal de famosas como Jennifer Lawrence Kate Upton, Amber Heard o Avril Lavigne, haciéndose pasar por un técnico para… https://t.co/mcPCYpdTBS	es	Sentenced to prison the 'hacker' who leaked the photos of Jennifer Lawrence: The hacker had already obtained photographs and personal information of celebrities such as Jennifer Lawrence Kate Upton, Amber Heard or Avril Lavigne, posing as a technician to… https://t .co/mcPCYpdTBS	Henry Escobar 🏡
3	2018-11-04 01:06:41	707	13	@bellatrirx Então procure Amber Heard para levar para prisão, uma vez que ela bateu na namorada, bateu no Johnny Depp, chantageou, mentiu, cagou na cama de Johnny, falsificou documentos e muitos outros motivos	pt	@bellatrx Then look for Amber Heard to take to prison as she beat her girlfriend, beat up Johnny Depp, blackmailed, lied, shit in Johnny's bed, falsified documents and many other reasons	Nicole sztin
4	2018-11-14 17:16:44	926	0	@astridprce @alissaaan Amber Heard mentiu, ela mancha a imagem das mulheres que sofrem todos os dias, das mulheres que realmente sofrem um inferno dentro de casa, essas sim precisam de ajuda e o marido/namorado delas merecem ir para cadeia, vcs deveriam ir atrás deles não de um cara inocente.	pt	@astridprce @alissaaan Amber Heard lied, she tarnishes the image of women who suffer every day, of women who really suffer hell at home, these do need help and their husband/boyfriend deserves to go to jail, you should go behind them not from an innocent guy.	nana naninha;
5	2018-12-02 14:17:44	882	8	"Viva Johnny Depp!! Es guapísimo, me encanta Doctor Who, Loki es mi crush, y para q lo sepáis: Amber Heard es una zorra y debería de estar en la cárcel" 😂😂😂😂😂 He exagerado todo un poco sorry	es	"Long live Johnny Depp!! He's gorgeous, I love Doctor Who, Loki is my crush, and just so you know: Amber Heard is a bitch and should be in jail" 😂😂😂😂😂 I exaggerated everything a bit sorry	Nolanyder⚫
6	2018-12-08 09:08:36	480	3	@janssensnuf Het gaat nergens meer over, suffe hypocrieten. Amber Heard heeft in 2009 ook een nachtje in de cel doorgebracht wegens mishandeling van haar ex-vrouw. Ze kreeg twee jaar voorwaardelijk. En in 2003 gearresteerd waarbij ze voor 4 jaar haar rijbewijs verloor. Fijne vrouw, not. https://t.co/obvTBX9ws9	nl	@janssensnuf It's not about anything anymore, you stupid hypocrites. Amber Heard also spent a night in jail in 2009 for assaulting her ex-wife. She was given two years' probation. And arrested in 2003 where she lost her driver's license for 4 years. Nice woman, isn't it. https://t.co/obvTBX9ws9	Amy
7	2019-01-08 19:59:45	1492	1	@justannndrea Se supone que maltrató a Amber Heard, su expareja, y hay fotos que se ve a Amber con cardenales de golpes. Además firmaron un acuerdo por el cual Johnny Deep pagó una suma de dinero por no ir a la cárcel. Esa es la información que tengo.	es	@justannndrea It is assumed that he abused Amber Heard, his ex-partner, and there are photos of Amber with bruises. They also signed an agreement whereby Johnny Deep paid a sum of money not to go to jail. That is the information I have.	Claudio ⏳
8	2019-01-08 22:33:33	3447	8	@marveldepp @gettybak @omelete Amber Heard nunca passou anos na cadeia, seu fodido. Na boa, vai criar vergonha na cara e entender todo o caso antes de bostejar. Deveria usar seu tempo para melhorar teu português ou divulgar AF2, que foi mais caro que Aquaman e não deu sequer metade do lucro dele. CHACOTA	pt	@marveldepp @gettybak @omelete Amber Heard never spent years in jail, motherfucker. In fact, she'll shame her face and understand the whole case before lashing out. She should use her time to improve her Portuguese or promote AF2, which was more expensive than Aquaman and didn't even make half of his profit. MOCKERY	felipe
9	2019-01-17 19:53:07	2726	21	@ItsAVxmpaneze @REXHAR_korea @cog_e @realamberheard @piersmorgan amber heard= abusadora, racista, traficante de animales, falsificador de documentos, etc. Sabes que Johnny Depp demandó por difamación a un periodista por llamarlo abusador. Infórmate antes de ladrar, acaso no tienes miedo a la cárcel, estúpida.	es	@ItsAVxmpaneze @REXHAR_korea @cog_e @realamberheard @piersmorgan amber heard= abuser, racist, animal trafficker, document forger etc. You know that Johnny Depp sued a journalist for defamation for calling him an abuser. Find out before you bark, maybe you're not afraid of jail, stupid.	Li Syaoran
10	2019-03-04 18:08:48	635	0	Isso foi tirado de docs judiciais, onde se é verificado a veracidade dos acontecimentos. Amber Heard é uma agressora, uma criatura digna de nada além de cadeia e abominação, e vocês a defendem mesmo ela tendo admitido sob juramento ser a agressora da relação, vocês são nojentos.	pt	This was taken from court docs, where the veracity of events is verified. Amber Heard is an abuser, a creature worthy of nothing but jail and abomination, and you defend her even though she has admitted under oath that she is the abuser of the relationship, you are disgusting.	res ipsa wald-mignon, savvy?
11	2019-03-12 17:14:21	3353	1	Si lo de Amber Heard es verdad (que parece que sí) menudo ascazo de persona. Que vaya a la puta cárcel que es lo que merece.	es	If the Amber Heard thing is true (which seems to be the case), what a disgusting person. Let her go to fucking jail, which is what she deserves.	W 🚀🐉🪱
12	2019-03-12 17:25:22	2467	4	#AmberHeardIsAnAbuser deveria ir direto pra cadeia!!!!	pt	#AmberHeardIsAnAbuser should go straight to jail!!!!	Jac Depp
13	2019-03-12 17:27:36	2467	4	#AmberHeardIsAnAbuser odeio essa mulher, deveria apodrecer na cadeia	pt	#AmberHeardIsAnAbuser hate this woman, should rot in jail	Jac Depp
14	2019-03-12 17:33:16	3419	22	Madre mía lo de Amber Heard. Si todo lo que leo es cierto, cárcel para esa mujer.	es	Oh my gosh about Amber Heard. If everything I read is true, jail for that woman.	Randlx
15	2019-03-12 17:49:15	2653	9	So, Seungri n Amber Heard ni boleh dah kot masuk jail skali	in	So, Seungri and Amber Heard can go to jail	Hyun Beng
16	2019-03-12 23:55:14	799	5	@lenasnirvana Ya sabemos que estan desesperados pero dejen de difundir mentiras. Que pateticos son. Amber Heard es un asco de persona que merece estar en la carcel	es	@lenasnirvana We already know you're desperate but stop spreading lies. How pathetic they are. Amber Heard is a disgusting person who deserves to be in jail	Ang_Xim
17	2019-03-13 01:19:32	2124	7	Ojalá ahora sí espero que la justicia encarcele a Amber Heard por todas las mentiras que dijo Y que la cancelen como hicieron con Johnny #JohnnyDeppIsInnocent Que mala mujer , por estas mujeres no creen en algunas denuncias	es	Hopefully now I do hope that justice imprisons Amber Heard for all the lies she told And that they cancel it like they did with Johnny #JohnnyDeppIsInnocent What a bad woman, for these women they do not believe in some complaints	ledian day
18	2019-03-13 01:59:14	758	2	@iamthomasrainey Amber Heard bateu em sua então namorada Tasya no Aeroporto de Seattle na frente de todo mundo, inclusive DA POLICIAL q efetou a prisão. Amber passou a noite na cadeia e foi liberada já as 2 eram da Califórnia e iam voltar pra casa, mas tem mais sobre esse caso +	pt	@iamthomasrainey Amber Heard beat up his then-girlfriend Tasya at Seattle Airport in front of everyone, including THE POLICE who made the arrest. Amber spent the night in jail and was released at 2 pm they were from California and were going to go home, but there's more about this case +	💋* 🏴‍☠️
19	2019-03-14 13:53:26	1538	13	@EtienneToGo hast du die bilder gesehen wie dein liebling amber heard oder heart wie auch immer johnny depp misbraucht hat? Die alte soll in knast.	de	@EtienneToGo have you seen the pics of your darling amber heard or heart whatever abusing johnny depp? The old one should go to jail.	Ercan Tok
20	2019-03-19 13:53:21	2725	22	amber heard merita la galera, soltanto solidarietà per Johnny Depp	it	amber heard deserves jail, only solidarity with Johnny Depp	anita
21	2019-03-27 22:26:31	2081	2	No veo feministas quejándose de Amber Heard que acusó a Johnny Depp de abuso doméstico y mintió bajo juramento para que después resultara que ella era la abusadora. Ni por Cardi B que admitió drogar y robárle dinero a hombres. No merecen cárcel igual que todos los hombres malos?	es	I don't see feminists complaining about Amber Heard accusing Johnny Depp of domestic abuse and lying under oath only to later turn out to be the abuser. Not for Cardi B who she admitted drugging and stealing money from men. Don't they deserve prison like all bad men?	Jean Swanson
22	2019-04-12 03:28:30	268	23	Buen intento pero tienen una contrademanda por difamación muy fuerte en su contra, estas son patadas de ahogado. Amber Heard tendría que ir a la cárcel por mentir a la corte y pagar 50 Millones de Dolares por difamar a Johnny Depp. Juez haga su trabajo como debe.	es	Nice try but they have a very strong defamation countersuit against them, these are stalemate kicks. Amber Heard would have to go to jail for lying in court and pay $50 million for defaming Johnny Depp. She judge do her job as she should.	Veronica / Silk Sonic
23	2019-04-13 14:38:11	2400	9	Necesito que alguien me de update de lo de Johnny Depp y Amber Heard, o ya metieron a Amber a la carcel?	es	I need someone to update me on Johnny Depp and Amber Heard, or have Amber already been put in jail?	Ale ✨
24	2019-04-17 21:32:30	513	23	A cor da capa do album novo do Hollywood Vampires é laranja da cor do pijama que a amber logo logo vai usar na prisão #JusticeForJohnnyDepp	pt	The color of the cover of the new Hollywood Vampires album is orange the color of the pajamas that amber will soon wear to prison #JusticeForJohnnyDepp	Liz
25	2019-05-23 14:23:48	3557	11	Vcs lembram da Amber Heard dizendo que o Johnny Depp não lembrava dos ataques e pedia desculpas depois? Agora a gente tem doc oficial e confissão dela sob juramento provando que era exatamente o contrário. Essa mulher precisa de um psiquiatra mais do que precisa de uma prisão.	pt	Do you remember Amber Heard saying that Johnny Depp didn't remember the attacks and apologized later? Now we have an official doc and her sworn confession proving that it was the exact opposite. This woman needs a psychiatrist more than she needs a prison.	nat 🏴‍☠️🏍
26	2019-05-29 05:58:43	567	13	@sitenatelinha Espero que a justiça seja feita e ela vá presa. As pessoas precisam entender que tanto mulheres quanto homens podem ser vítimas de abuso. E ao invés de ficarem do lado de um gênero, fiquem do lado da verdadeira vítima! #JohnnyDeppIsInnocent #AmberHeardIsAnAbuser	pt	@sitenatelinha I hope justice is done and she goes to jail. People need to understand that both women and men can be victims of abuse. And instead of siding with one gender, side with the real victim! #JohnnyDeppIsInnocent #AmberHeardIsAnAbuser	Johnny Depp BR 🇧🇷
27	2019-06-06 21:03:11	237	8	@siteptbr 50 milhões! Mas cadeia! Passou da hr já! #JUSTICEFORJOHNNYDEPP	pt	@siteptbr 50 million! But jail! It's over the hr already! #JUSTICEFORJOHNNYDEPP	Susan
28	2019-06-16 03:30:18	894	8	@lucia_arca @pilar_axel_depp @JesusUsero @realamberheard Y lo de la agresion de Amber Heard a su ex pareja no es supuesta, ella fue arrestada con cargos por VDommestic y paso la noche en la carcel. La unica razon por la que no siguio el caso fue porque ella vivia en otra ciudad, hay un audio de la audiencia con el juez, eso es un hecho	es	@lucia_arca @pilar_axel_depp @JesusUsero @realamberheard And Amber Heard's assault on her ex-partner is not supposed, she was arrested on charges by VDommestic and spent the night in jail. The only reason she did not follow the case was because she lived in another city, there is an audio of the hearing with the judge, that is a fact	Ang_Xim
29	2019-06-27 20:34:37	2085	22	@itfansofdepp Hasta cuando va seguir esto ella se tiene que ir ala carcel por hacer sufrir a johnny #JusticeForJohnnyDepp 😠😡	es	@itfansofdepp Until when is this going to continue she has to go to jail for making johnny suffer #JusticeForJohnnyDepp 😠😡	#Justiciaforjohnnydepp
30	2019-06-28 20:39:52	3309	20	o julgamento do Depp contra Amber Heard vai acontecer em fevereiro finalmente esta sirigaita vai pra cadeia	pt	Depp's trial against Amber Heard will happen in February finally this minx goes to jail	Anoe
31	2019-06-30 19:02:09	3311	18	e aí Amber Heard, já ta na cadeia? ainda não? porra, Amber Heard	pt	so Amber Heard, are you already in jail? not yet? fuck, Amber Heard	Anoe
32	2019-07-01 02:49:01	1787	4	@realamberheard @Degmurie @OACNUDH Solo espero ver tu aquereso culo en la corte. Me da asco que utilices el activismo para tapar tus crimines. Espero verte en la cárcel. You are a monster. You are an abuser and racist. You deserve the jail and the worst in the world. #AmberHeardIsAnAbuser 💩💩💩 https://t.co/30QLtYh0dD	es	@realamberheard @Degmurie @OHCHR I just hope to see your fat ass in court. It disgusts me that you use activism to cover up your crimes. I hope to see you in jail. You are a monster. You are an abuser and racist. You deserve the jail and the worst in the world. #AmberHeardIsAnAbuser 💩💩💩 https://t.co/30QLtYh0dD	🌹 👻
33	2019-07-01 17:32:41	1036	18	El único papel que tendrá @realamberheard es en la cárcel! #JusticeForJohnnyDepp	es	The only role @realamberheard will have is in jail! #JusticeForJohnnyDepp	#HBDJamesMcAvoy \| Yesenia💕
34	2019-07-16 19:00:11	2867	3	Baia, baia, baia, así que Amber Heard mentía y Johnny Depp jamás le puso una mano encima (cosa que estaba bastante clara, por otra parte), una amiga de ella lo confirma. Espero que esta rata acabe en la cárcel.	es	Baia, baia, baia, so Amber Heard was lying and Johnny Depp never laid a hand on her (which was quite clear, by the way), a friend of hers confirms. I hope this rat ends up in jail.	Andaluzuelo
35	2019-07-27 02:44:54	894	3	Pq Amber Heard é voz ativa em movimentos contra violência doméstica sendo ela mesma uma agressora com prisão por isso na ficha criminal, na época q agrediu EM PÚBLICO sua então esposa. Isso antes do Depp. É a raposa falando em nome das ovelhas! Tá difícil acreditar no #metoo	pt	Because Amber Heard is an active voice in movements against domestic violence, being herself an aggressor with prison for that in the criminal record, at the time q assaulted his then wife in PUBLIC. That was before Depp. She is the fox speaking on behalf of the sheep! It's hard to believe in #metoo	💋* 🏴‍☠️
36	2019-07-27 20:21:20	1062	21	¿Cuántas prubas más se necesitan para que @realamberheard pueda ir a la cárcel? Johnny Depp sufrió violencia verbal y física, ella lo golpeaba, apago un cigarrillo en su rostro, corto su dedo con una botella que lo llevó al hospital, él pudo morir. #JusticeForJohnnyDepp https://t.co/Hdom2DHd9w	es	How many more tests does it take for @realamberheard to go to jail? Johnny Depp suffered verbal and physical violence, she beat him, put out a cigarette in his face, cut his finger with a bottle that took him to the hospital, he could die. #JusticeForJohnnyDepp https://t.co/Hdom2DHd9w	#HBDJamesMcAvoy \| Yesenia💕
37	2019-07-28 01:12:28	2166	23	@SinEmbargoTR @ViriMZ Johnny Depp después de haber sido atacado por la Bandida de Amber Heard , cuando le hablo de un acuerdo matrimonial Le arrojó una botella cortando su dedo y le quemó la cara con un cigarrillo! Aquí en el hospital! Esa mujer tiene que ir presa por mentir y manchar su reputación! https://t.co/lqnBeLB4o5	es	@SinEmbargoTR @ViriMZ Johnny Depp after being attacked by Amber Heard's Bandit, when I told him about a marriage agreement, he threw a bottle at him cutting his finger and burned his face with a cigarette! Here at the hospital! That woman has to go to jail for lying and tarnishing her reputation! https://t.co/lqnBeLB4o5	Magda Nieves
38	2019-08-03 06:29:55	34	10	@redbluecloud @pilar_axel_depp @JustJared de hecho no, la razón real de ese arresto fue porque destruyó la habitación de un hotel, eso es todo. Amber Heard golpeo a su pareja en PÚBLICO, ella se quedó por una noche en prisión. Ella mintió y dijo que la arrestaron por homofobia cuando la policía que la arresto era gay	es	@redbluecloud @pilar_axel_depp @JustJared actually no, the real reason for that arrest was because he destroyed a hotel room, that's all. Amber Heard hit her partner in PUBLIC, she stayed for one night in prison. She lied and said she was arrested for homophobia when the police who arrested her was gay	isa ᝰ
39	2019-08-16 14:26:07	3022	0	A este paso Amber Heard va a tener que rodar sus escenas desde la cárcel.	es	At this rate, Amber Heard is going to have to shoot her scenes from prison.	Little Pirate 🏴‍☠️

Social Network Analysis - Amber Heard Case - Twitter¶

Table of Contents¶

Introduction¶

Exploratory Data Analysis¶

Threat tweets In Other Languages¶

A Heat Map for the Threat tweets In Other Languages¶

Threat tweets Peak Dates (Other Languages)¶

Most Repeated Threat tweets¶

Top Users tweeted with Threat keywords (In other Languages)¶

Kill Amber¶

Not a Victim¶

Deserve¶

Pay For¶

Jail | Prison¶

Conclusions¶

END OF NOTEBOOK¶

END OF NOTEBOOK ¶